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Careers in Quantitative Finance


            Ashwin Rao




     Columbia University, CS Lounge
               April 2013
My Background

● B.Tech. Computer Science. IIT-Bombay.

● Ph.D. Algorithmic Algebra. USC, Los Angeles.

● VP. Quant Strategist. Goldman Sachs, NY.

● Managing Director. Modeling. Morgan Stanley.

● Founder. ZLemma.com (A Tech Startup).
Define Quantitative Finance?

● For this talk, we limit the scope of definition to:

● Roles at Large Banks & Hedge Funds

● Trading Businesses involving Quant Analysis

● Requires advanced skills in Math/Stats/CompSci

● Requires sound understanding of trading markets
Some Examples

● Derivatives Trader

● Trading Desk Quant Strategist

● Derivatives Modeler, Econometric Modeler

● Algorithmic Trading Quant

● Analytics Developer
Trading Desk Strategist

● Focused on a specific business or product

● Deep knowledge of the specific market

● Blend of Math, Stats and programming skills

● Trading Strategies & Risk Management

● Work closely with Traders, Sales, Risk, IT, Ops
Derivatives Modeler

● Modeling stochastic dynamics of markets

● Solving derivatives pricing and hedging problems

● Expertise in Arbitrage-Free Pricing Theory

● Stochastic Calculus, PDEs, Numerical Methods

● Requires programming skills too, typically C++
Analytics Developer

● Requires strong Computer Science background

● Understanding of products and pricing models

● Tools for pricing, risk metrics, scenario analysis

● Data models, algorithms, functional programming

● Development of Domain Specific Languages
Algorithmic Trading Quant

● Markets are going increasingly electronic

● Systematic exploitation of market inefficiencies

● Analysis of historical market behavior & patterns

● Fleeting inefficiencies - Speed of execution key

● Systems programming & Statistics backgrounds
Preparation while at School

● Algorithms, Machine Learning, Functional Prog.

● Probability, Linear Algebra, Stats Modeling

● Basics of Derivatives Pricing (book by Shreve)

● Avoid studying advanced quant finance

● Much of your learning will happen on the job
What to expect during interviews

● Represent your abilities clearly and accurately

● Typically, a large and diverse set of interviewers

● Flood of puzzles, programming & math problems

● Questions in your claimed areas of expertise

● Evaluation of your communication and attitude
Current Wall Street Scenario

● Regulations have hurt the industry

● Compensation levels down from 5 years ago

● Still good for people with STEM backgrounds

● The tide is turning

● More emphasis on vanilla trading businesses
ZLemma - Algorithmic Career Guidance

● ZLemma.com evaluates your profile in detail

● ZLemma Quotient (ZQ) - your suitability for a job

● ZQ is your score out of 100 for a specific job

● Apply for high-ZQ jobs of interest to you

● Jobs ranging from Wall Street to Silicon Valley
Addendum


● Tune in to: blog.zlemma.com

● Write to: ashwin@zlemma.com

● Our app is your friend: zlemma.com

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Careers in Quantitative Finance - Key Skills and Preparation

  • 1. Careers in Quantitative Finance Ashwin Rao Columbia University, CS Lounge April 2013
  • 2. My Background ● B.Tech. Computer Science. IIT-Bombay. ● Ph.D. Algorithmic Algebra. USC, Los Angeles. ● VP. Quant Strategist. Goldman Sachs, NY. ● Managing Director. Modeling. Morgan Stanley. ● Founder. ZLemma.com (A Tech Startup).
  • 3. Define Quantitative Finance? ● For this talk, we limit the scope of definition to: ● Roles at Large Banks & Hedge Funds ● Trading Businesses involving Quant Analysis ● Requires advanced skills in Math/Stats/CompSci ● Requires sound understanding of trading markets
  • 4. Some Examples ● Derivatives Trader ● Trading Desk Quant Strategist ● Derivatives Modeler, Econometric Modeler ● Algorithmic Trading Quant ● Analytics Developer
  • 5. Trading Desk Strategist ● Focused on a specific business or product ● Deep knowledge of the specific market ● Blend of Math, Stats and programming skills ● Trading Strategies & Risk Management ● Work closely with Traders, Sales, Risk, IT, Ops
  • 6. Derivatives Modeler ● Modeling stochastic dynamics of markets ● Solving derivatives pricing and hedging problems ● Expertise in Arbitrage-Free Pricing Theory ● Stochastic Calculus, PDEs, Numerical Methods ● Requires programming skills too, typically C++
  • 7. Analytics Developer ● Requires strong Computer Science background ● Understanding of products and pricing models ● Tools for pricing, risk metrics, scenario analysis ● Data models, algorithms, functional programming ● Development of Domain Specific Languages
  • 8. Algorithmic Trading Quant ● Markets are going increasingly electronic ● Systematic exploitation of market inefficiencies ● Analysis of historical market behavior & patterns ● Fleeting inefficiencies - Speed of execution key ● Systems programming & Statistics backgrounds
  • 9. Preparation while at School ● Algorithms, Machine Learning, Functional Prog. ● Probability, Linear Algebra, Stats Modeling ● Basics of Derivatives Pricing (book by Shreve) ● Avoid studying advanced quant finance ● Much of your learning will happen on the job
  • 10. What to expect during interviews ● Represent your abilities clearly and accurately ● Typically, a large and diverse set of interviewers ● Flood of puzzles, programming & math problems ● Questions in your claimed areas of expertise ● Evaluation of your communication and attitude
  • 11. Current Wall Street Scenario ● Regulations have hurt the industry ● Compensation levels down from 5 years ago ● Still good for people with STEM backgrounds ● The tide is turning ● More emphasis on vanilla trading businesses
  • 12. ZLemma - Algorithmic Career Guidance ● ZLemma.com evaluates your profile in detail ● ZLemma Quotient (ZQ) - your suitability for a job ● ZQ is your score out of 100 for a specific job ● Apply for high-ZQ jobs of interest to you ● Jobs ranging from Wall Street to Silicon Valley
  • 13. Addendum ● Tune in to: blog.zlemma.com ● Write to: ashwin@zlemma.com ● Our app is your friend: zlemma.com